AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models

Item #:

079017-0289

Details

DOI: https://doi.org/10.52202/079017-0289
Author(s): Shiwei Liu, Haiquan Lu, Michael Mahoney, Zhangyang Wang, Yaoqing Yang, Yefan Zhou
Pages: 9117-9152 (36 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

DOI: https://doi.org/10.52202/079017-0289
Author(s): Shiwei Liu, Haiquan Lu, Michael Mahoney, Zhangyang Wang, Yaoqing Yang, Yefan Zhou
Pages: 9117-9152 (36 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)